# kzf666-byte/vggt-da3-notes > Hands-on notes on running VGGT and Depth Anything 3 on an 8 GB laptop GPU: model outputs, depth comparison, and licensing. - Magnitude: 0.1 out of 10 — Steady - Stars: 73 total · +0 stars today, ≈ 0 by evening - Star trust: star growth looks organic - Category: Science & research · Language: Python · Created: 2026-09-25 · Last push: 2026-09-25 - GitHub: https://github.com/kzf666-byte/vggt-da3-notes · Page: https://gitnova.dev/en/r/kzf666-byte/vggt-da3-notes ## Useful for - Understand which fields VGGT returns and what each means - Compare depth scale between VGGT and DA3 on your own photos - Estimate VRAM requirements before running the models ## Why it’s here - The repository is 6 days old and already has 73 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet. - Top new repositories this week: #188. ## Star trust Star growth looks organic. Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer. ## Numbers - Forks: 4 - Issues and pull requests: 0 - Watchers: 3 - Average over the last week: 10 per day - Usual pace: too little history (under two weeks) - Stars in the last hour (measured): 0 ## Stars per day, last 12 days (oldest → newest, today is partial) 2026-09-20 … 2026-10-01: 0, 0, 0, 0, 0, 2, 32, 28, 11, 0, 0, 0 ## Spotted in now - Top new repositories this week: #188 ## More in this category 1. **OpSafari/hypoarena** — 6.9 · Early signal · Science & research · Python · +0 stars today, ≈ 341 by evening Fully offline workbench for testing components of scientific hypothesis-discovery pipelines: hypothesis/evidence graphs, synthetic literature with planted causal chains, paraphrase dedup, Elo tournaments, and Bayesian evidence… Full card: https://gitnova.dev/en/r/OpSafari/hypoarena.md 2. **OpSafari/laborix** — 3.9 · Early signal · Science & research · Python · +0 stars today, ≈ 19 by evening Offline orchestrator for experiment pipelines: versioned plan DSL with dependency DAGs, deterministic checkpoint/resumable executor, tamper-evident provenance ledger, UCB1/Thompson schedulers with measured regret, ablation bookkeeping,… Full card: https://gitnova.dev/en/r/OpSafari/laborix.md 3. **latticeverse/LatticeVerse** — 2.7 · Early signal · Science & research · +0 stars today, ≈ 25 by evening An umbrella research map and integration layer for lattice metamaterials: links papers and implementations for geometry modeling, physics simulation, inverse design, and manufacturing-aware optimization. Full card: https://gitnova.dev/en/r/latticeverse/LatticeVerse.md 4. **aipoch/open-science** — 2.2 · Cooling · Science & research · TypeScript · +0 stars today, ≈ 25 by evening Local-first desktop workbench for scientific research with AI agents: runs Python/R, connects scientific data sources, and tracks artifact provenance for reproducibility. Full card: https://gitnova.dev/en/r/aipoch/open-science.md 5. **amap-cvlab/ABot-Recon** — 1.4 · Steady · Science & research · Python · +0 stars today, ≈ 10 by evening ABot-Recon is a streaming 3D reconstruction model that uses a fixed 12-frame local context per step, predicting a point map and adjacent relative pose, then composing them into a global trajectory and point cloud. Full card: https://gitnova.dev/en/r/amap-cvlab/ABot-Recon.md --- Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score. Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast. Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself. Data as of 2026-10-01 03:34 UTC, updated every 30 minutes.